Update 29-04-2020: The data is now split into two files based on the variable collection frequency (monthly and yearly). Additional variables added: area size in hectares, number of jobs in the area, number of people living in the area.
I have been inspired by Xavier and his work on Barcelona to explore the city of London! 🇬🇧 💂
The datasets is primarily centered around the housing market of London. However, it contains a lot of additional relevant data: - Monthly average house prices - Yearly number of houses - Yearly number of houses sold - Yearly percentage of households that recycle - Yearly life satisfaction - Yearly median salary of the residents of the area - Yearly mean salary of the residents of the area - Monthly number of crimes committed - Yearly number of jobs - Yearly number of people living in the area - Area size in hectares
The data is split by areas of London called boroughs (a flag exists to identify these), but some of the variables have other geographical UK regions for reference (like England, North East, etc.). There have been no changes made to the data except for melting it into a long format from the original tables.
The data has been extracted from London Datastore. It is released under UK Open Government License v2 and v3. The underlining datasets can be found here: https://data.london.gov.uk/dataset/uk-house-price-index https://data.london.gov.uk/dataset/number-and-density-of-dwellings-by-borough https://data.london.gov.uk/dataset/subjective-personal-well-being-borough https://data.london.gov.uk/dataset/household-waste-recycling-rates-borough https://data.london.gov.uk/dataset/earnings-place-residence-borough https://data.london.gov.uk/dataset/recorded_crime_summary https://data.london.gov.uk/dataset/jobs-and-job-density-borough https://data.london.gov.uk/dataset/ons-mid-year-population-estimates-custom-age-tables
Cover photo by Frans Ruiter from Unsplash
The dataset lends itself for extensive exploratory data analysis. It could also be a great supervised learning regression problem to predict house price changes of different boroughs over time.
The monthly house price index in London has been steadily increasing in recent years. In June 2024, the index reached 129.9, up from 129 a year before. Nevertheless, prices widely varied in different London boroughs, with Kensington and Chelsea being the priciest boroughs for an apartment purchase.
Prices for prime residential real estate in Central London were expected to decline slightly in 2024, followed by a gradual increase until 2028, according to a *********** forecast. During the five-year period, the prices are forecast to rise by **** percent. In comparison, regional prime property prices and Outer London prime property prices are forecast to grow at a lower rate.
According to the forecast, house prices in London are expected to fall slightly in 2024, followed by a recovery in the following years. The decline can be explained with the cost of living crisis and the dramatic increase in borrowing costs. As the economy recovers in the next five-years, house prices for mainstream properties are forecast to rise by almost ** percent. In 2023, the average house price in London ranged between ******* British pounds and *** million British pounds, depending on the borough. Barking and Dagenham, Bexley, Newham, and Croydon were some of the most affordable boroughs to buy a house.
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The UK residential real estate market, valued at approximately £360.27 billion in 2025, is projected to experience robust growth, driven by several key factors. Strong population growth, particularly in urban centers, fuels consistent demand for housing, while low interest rates and government initiatives aimed at boosting homeownership further stimulate market activity. The market is segmented into apartments and condominiums, and landed houses and villas, with each segment exhibiting unique growth trajectories. Apartments and condominiums, particularly in London and other major cities, are expected to see higher demand due to affordability concerns and lifestyle preferences, while landed houses and villas continue to appeal to those seeking more space and privacy, particularly in suburban or rural areas. Competition among major developers such as Berkeley Group, Barratt Developments, and others influences pricing and construction activity. While challenges exist, such as fluctuating economic conditions and rising construction costs, the overall outlook for the UK residential real estate market remains positive. The market's performance is also influenced by broader economic factors, such as inflation and employment rates, and is likely to see regional variations, with London and the South East generally commanding higher prices. The market's growth is expected to continue through 2033, with a compound annual growth rate (CAGR) of 5.75%. This growth will likely be influenced by factors such as evolving demographic trends (including increasing urbanization and family sizes), government policies impacting the housing market, and technological advancements impacting the construction and sales processes. International investment continues to play a significant role, especially in prime London properties. However, the market is susceptible to external shocks, such as changes in interest rates or economic downturns. Understanding these factors is crucial for investors and stakeholders operating within the UK residential real estate sector. Market analysis suggests continued demand for sustainable and energy-efficient housing, influencing the development of future projects. This comprehensive report provides an in-depth analysis of the UK residential real estate market, covering the period from 2019 to 2033. With a base year of 2025 and a forecast period spanning 2025-2033, this research offers invaluable insights for investors, developers, and industry professionals seeking to navigate this dynamic market. The report leverages extensive data analysis, covering key segments, emerging trends, and major players, to provide a clear understanding of market dynamics and future growth potential. High-search-volume keywords like UK property market, UK house prices, London property market, UK residential real estate investment, build-to-rent UK, multifamily UK, and UK housing market forecast are integrated throughout to ensure maximum online visibility. Recent developments include: May 2023: A UAE-based investment manager, Rasmala Investment Bank, has launched a USD 2bn ( €1.8bn) UK multifamily strategy for a five-year period to build a USD 2bn portfolio of UK residential properties. The strategy is focused on the UK market for multifamily properties through a Shariah-compliant investment vehicle, initially targeting the serviced apartment (SAP) and BTR (build-to-rent) subsectors within and around London. Seeded by Rasmala Group, the strategy is backed by an active investment pipeline for the next 12 – 18 months., November 2022: ValuStrat, a Middle East consulting company, increased its foothold in the UK by acquiring an interest in Capital Value Surveyors, a real estate advisory services company with offices in London. The UK continues to be one of the most established real estate markets worldwide and attracts foreign investors regularly. They are excited to expand their presence there to better serve all of their clients, both in the UK and the Middle East.. Key drivers for this market are: Demand for New Dwellings Units, Government Initiatives are driving the market. Potential restraints include: Supply Chain Disruptions, Lack of Skilled Labour. Notable trends are: Increasing in the United Kingdom House Prices.
Investments in the commercial property market in London peaked in 2017 and have since declined. In 2022, the value of investment in the sector was **** billion British pounds, which was a slight uptick from the previous year. Many European countries followed the same trend and experienced an increase in investments in 2022. According to the forecast, investment volumes in London are expected to fall in 2023, as developed markets continue to tackle accelerating inflation. In the following years, the market is expected to grow year-on-year, reaching about **** billion British pounds in 2027.
Rents of mainstream rental properties in London are forecast to continue to increase between 2024 and 2028. Rental growth is expected to be the strongest in 2024, at 5.5 percent. On the other hand, house prices are expected to grow at a slower rate.
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The UK residential real estate market, valued at £360.27 million in 2025, is projected to experience robust growth, driven by several key factors. A consistently strong CAGR of 5.75% indicates a healthy and expanding market over the forecast period (2025-2033). This growth is fueled by increasing urbanization, a growing population, and a persistent demand for housing, particularly in major cities like London. Furthermore, government initiatives aimed at boosting homeownership and infrastructure development contribute positively to market expansion. The market is segmented by property type, with apartments and condominiums, and landed houses and villas representing significant segments. Key players such as Bellway PLC, Barratt Developments PLC, and Berkeley Group dominate the market, while a competitive landscape also includes numerous smaller developers and housing associations. While rising interest rates and construction costs present challenges, the overall outlook remains positive due to the enduring demand and limited housing supply, particularly in desirable areas. However, several factors could influence the market's trajectory. Fluctuations in the national economy, changes in government regulations concerning mortgages and property taxation, and global economic uncertainty could impact buyer confidence and investment. Regional variations also exist, with market dynamics differing across England, Scotland, Wales, and Northern Ireland. Understanding these regional nuances is crucial for targeted investment strategies. The market's resilience will depend on the ability of developers to adapt to changing market conditions and meet evolving consumer preferences for sustainable and energy-efficient housing. The continuous evolution of consumer preferences towards specific types of housing and location preferences will further shape the market's future growth. Recent developments include: May 2023: A UAE-based investment manager, Rasmala Investment Bank, has launched a USD 2bn ( €1.8bn) UK multifamily strategy for a five-year period to build a USD 2bn portfolio of UK residential properties. The strategy is focused on the UK market for multifamily properties through a Shariah-compliant investment vehicle, initially targeting the serviced apartment (SAP) and BTR (build-to-rent) subsectors within and around London. Seeded by Rasmala Group, the strategy is backed by an active investment pipeline for the next 12 – 18 months., November 2022: ValuStrat, a Middle East consulting company, increased its foothold in the UK by acquiring an interest in Capital Value Surveyors, a real estate advisory services company with offices in London. The UK continues to be one of the most established real estate markets worldwide and attracts foreign investors regularly. They are excited to expand their presence there to better serve all of their clients, both in the UK and the Middle East.. Key drivers for this market are: Demand for New Dwellings Units, Government Initiatives are driving the market. Potential restraints include: Demand for New Dwellings Units, Government Initiatives are driving the market. Notable trends are: Increasing in the United Kingdom House Prices.
Prices for prime residential real estate in Outer London are expected to grow year-on-year, achieving a cumulative increase of over ** percent until 2028. According to a *********** forecast, prices growth will be slower at first, but accelerate toward the end of the period. Meanwhile, Central London prime property prices are projected to experience a stronger growth rate.
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The UK commercial real estate market, valued at approximately £149.67 million in 2025, exhibits a robust growth trajectory, projected to expand at a Compound Annual Growth Rate (CAGR) of 4.31% from 2025 to 2033. This growth is fueled by several key drivers. Increasing urbanization and population density within major UK cities like London, Manchester, and Birmingham are creating heightened demand for office, retail, and industrial spaces. The burgeoning e-commerce sector is significantly boosting demand for logistics and warehousing facilities, further propelling market expansion. Government initiatives promoting sustainable development and infrastructure improvements are also contributing positively. However, economic uncertainties, fluctuating interest rates, and potential supply chain disruptions pose challenges to sustained growth. The market segmentation reveals a diversified landscape with offices, retail, and industrial & logistics sectors holding significant shares. The hospitality sector, while facing its own unique challenges, shows resilience, and the "other types" category, encompassing schools and recreational areas, indicates growth opportunities within specialized commercial real estate niches. Key players such as Land Securities Group PLC, Segro PLC, and British Land are strategically positioned to benefit from these market dynamics. Their expertise in property management, development, and investment strategies enables them to effectively navigate the evolving market landscape. The forecast period (2025-2033) suggests a consistent upward trend, albeit with potential fluctuations reflecting broader economic conditions. The diverse regional distribution of commercial real estate across the UK, encompassing London and other major cities, indicates opportunities for regional specialization and targeted investment. While challenges exist, the underlying strength of the UK economy and its attractiveness as a business hub support a positive outlook for the commercial real estate market over the long term. The relatively high CAGR suggests a healthy growth environment, particularly if factors such as improved infrastructure and ongoing investment in sustainable practices are maintained. This indicates considerable potential for investors and developers keen to capitalise on the ongoing expansion and diversification of the UK commercial real estate sector. Recent developments include: October 2023: British Land received a resolution to grant planning permission for an approximately 140,000 sq. ft multi-level last-mile logistics scheme on Mandela Way, Southwark. This project represents the latest addition to British Land’s 2.9 million sq. ft pipeline. Situated near the junction of New Kent Road, Old Kent Road, and Tower Bridge Road, the site will serve as a last-mile logistics hub for Southwark and central London., July 2023: British Land and Landsec formulated a comprehensive set of recommendations aimed at regenerating UK towns and cities. Their goal is to stimulate more growth, create additional homes, and generate more job opportunities by enhancing how the planning system supports brownfield regeneration. As major players behind some of Britain’s most significant regeneration projects, including Landsec’s 24-acre Mayfield neighborhood in central Manchester and British Land and AustralianSuper’s 53-acre Canada Water development in London, these property companies bring extensive experience in large-scale, complex urban developments. The insights gained from such projects have been applied and refined in their latest paper.. Key drivers for this market are: Growth in the Country's Logistics Sector and Warehouse Space, Increasing Demand for Co-working Office Spaces; Increasing Infrastructure Investments. Potential restraints include: Growth in the Country's Logistics Sector and Warehouse Space, Increasing Demand for Co-working Office Spaces; Increasing Infrastructure Investments. Notable trends are: Office Segment Showing Significant Growth in the Market.
Through reading this publication you will:
• gain an understanding of how house prices are set in economics terms, how they are measured, and why the cost of housing matters for London’s economy and its residents
• see whether incomes and earnings in London have kept pace with the costs of home ownership in London, and see how affordability may be affected by future changes in interest rates
• find out about the drivers of demand for residential property in London, and how the supply of homes has responded to changing conditions
The average house price in London increased slightly year-on-year as of June 2024, amid a slowdown in the UK housing market. Barking and Dagenham was the most affordable borough to buy a house, with an average price of ******* British pounds. Kensington and Chelsea stood at the other end of the spectrum, with an average price of *** million British pounds. Nevertheless, it was also one of the boroughs where prices fell the most. Demand for housing and house prices With vastly more job and cultural opportunities, megacities continue attracting people from all over the world. Since the beginning of the 1980s, the population of London has increased by more than 2 million inhabitants and in the next 20 years, it is forecast to increase by almost *** million. That makes London properties a valuable asset. Historically, property prices in London have risen steadily, albeit minor fluctuations. Residential properties transactions Since 2006, the number of residential property sales has varied between *** million and *** million transactions annually. The housing boom in 2021 led to an increase in home purchases, but the economic uncertainty, stubborn inflation, and dramatically higher interest rates have led to transactions falling.
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The UK real estate services industry, valued at approximately £32.45 billion in 2025, is projected to experience steady growth, with a compound annual growth rate (CAGR) of 3.00% from 2025 to 2033. This growth is driven by several key factors. Firstly, the ongoing demand for both residential and commercial properties in major UK cities like London, Manchester, and Birmingham fuels the property management and valuation segments. Secondly, increasing urbanization and population growth contribute to a sustained need for property services. Thirdly, technological advancements, such as proptech solutions for property search and management, are streamlining operations and improving efficiency within the sector. The market is segmented by property type (residential, commercial, other) and service type (property management, valuation, other services). While residential properties currently dominate the market, the commercial sector is also experiencing significant growth, particularly in areas with strong economic activity. Key players such as Hammerson, British Land, and Rightmove are well-positioned to capitalize on these trends. However, challenges remain, including economic uncertainty, fluctuations in interest rates impacting investment, and regulatory changes influencing property transactions. The industry's resilience will be tested by navigating these challenges while capitalizing on the long-term growth opportunities presented by the UK’s evolving real estate landscape. The regional distribution of the UK real estate services market reflects the concentration of economic activity and population density. London and the South East are expected to maintain a significant market share, owing to their high property values and demand. However, other regions, particularly those experiencing population growth and infrastructure development, are anticipated to show considerable growth potential. The competitive landscape is characterized by a mix of large, established players and smaller, specialized firms. The presence of prominent players across various segments – from property developers (Berkeley Group) to REITs (Tritax Big Box) and housing associations (Bridgewater Housing) – highlights the industry's diverse structure and the opportunities for various business models. The forecast period will see ongoing consolidation and the emergence of innovative business models, particularly within the proptech sector. This dynamic environment requires agile strategies and adaptive business models to succeed in this evolving market. Recent developments include: January 2023: United Kingdom Sotheby's Property Business Acquired by the Dubai Branch of Sotheby's. UK Sotheby International Realty was previously owned by Robin Paterson, who sold the business to his business partner and affiliate, George Azar. George Azar currently holds and operates Sotheby's Dubai and the MENA region., November 2022: JLL identified a shortage of quality rental homes as a long-term problem for the UK, which the recent boom in rentals has accentuated. This unmet need for quality rental homes has led to continued investor interest in purpose-built rental properties in UK city centers. JLL reported that annual investment in UK living real estate reached £10bn (USD 12.73 bn) in Q3 2022, setting living on track for another record year.. Key drivers for this market are: Improvements in Infrastructure and New Development, Population Growth and Demographic Changes. Potential restraints include: Housing Shortages, Increasing Awareness towards Environmental Issues. Notable trends are: Increasing in the United Kingdom House Prices.
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Graph and download economic data for Residential Property Prices for United Kingdom (QGBN628BIS) from Q2 1968 to Q1 2025 about United Kingdom, residential, HPI, housing, price index, indexes, and price.
These National Statistics provide monthly estimates of the number of residential and non-residential property transactions in the UK and its constituent countries. National Statistics are accredited official statistics.
England and Northern Ireland statistics are based on information submitted to the HM Revenue and Customs (HMRC) Stamp Duty Land Tax (SDLT) database by taxpayers on SDLT returns.
Land and Buildings Transaction Tax (LBTT) replaced SDLT in Scotland from 1 April 2015 and this data is provided to HMRC by https://www.revenue.scot/" class="govuk-link">Revenue Scotland to continue the time series.
Land Transaction Tax (LTT) replaced SDLT in Wales from 1 April 2018. To continue the time series, the https://gov.wales/welsh-revenue-authority" class="govuk-link">Welsh Revenue Authority (WRA) have provided HMRC with a monthly data feed of LTT transactions since July 2021.
LTT figures for the latest month are estimated using a grossing factor based on data for the most recent and complete financial year. Until June 2021, LTT transactions for the latest month were estimated by HMRC based upon year on year growth in line with other UK nations.
LTT transactions up to the penultimate month are aligned with LTT statistics.
Go to Stamp Duty Land Tax guidance for the latest rates and information.
Go to Stamp Duty Land Tax rates from 1 December 2003 to 22 September 2022 and Stamp Duty: rates on land transfers before December 2003 for historic rates.
Further details for this statistical release, including data suitability and coverage, are included within the ‘Monthly property transactions completed in the UK with value of £40,000 or above’ quality report.
The latest release was published 09:30 27 June 2025 and was updated with provisional data from completed transactions during May 2025.
The next release will be published 09:30 31 July 2025 and will be updated with provisional data from completed transactions during June 2025.
https://webarchive.nationalarchives.gov.uk/ukgwa/20240320184933/https://www.gov.uk/government/statistics/monthly-property-transactions-completed-in-the-uk-with-value-40000-or-above" class="govuk-link">Archive versions of the Monthly property transactions completed in the UK with value of £40,000 or above are available via the UK Government Web Archive, from the National Archives.
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The European residential real estate market, valued at €1.95 trillion in 2025, is projected to experience steady growth, exhibiting a compound annual growth rate (CAGR) of 4.5% from 2025 to 2033. This growth is driven by several key factors. Increasing urbanization across major European cities like London, Paris, and Berlin fuels demand for apartments and condominiums. A growing population, coupled with rising disposable incomes in several European countries, particularly in Western Europe, further boosts demand for housing, particularly in the higher-end villa and landed house segments. Government initiatives aimed at affordable housing in some regions also contribute to market activity, though this effect varies significantly across different nations. However, the market faces constraints such as fluctuating interest rates influencing mortgage affordability and the ongoing impact of economic uncertainty affecting investor confidence. The market is segmented geographically, with the United Kingdom, Germany, and France representing the largest national markets, showcasing diverse dynamics within each country based on local economic conditions and government policies. The strong performance of the UK market is primarily attributed to its robust economy and concentration of high-value properties in London. Germany, on the other hand, is characterized by a more balanced market spread across different property types, with solid growth driven by sustained economic activity and population growth in major cities. France's market reflects a mix of urban and suburban development, demonstrating a dynamic interplay between high-demand urban centers and more affordable suburban options. Major players like CPI Property Group, Aroundtown Property Holdings, and LEG Immobilien AG shape market trends through their development and investment activities. The long-term outlook remains positive, though subject to global economic fluctuations and national-specific regulatory changes.
The competitive landscape is characterized by a mix of large publicly listed REITs and privately held companies. These companies compete based on their portfolio strategies, development capabilities, and financial strength. The future of the European residential real estate market will likely see a continued focus on sustainable development practices, technological advancements impacting property management, and a greater emphasis on meeting the needs of a diverse population with varying housing preferences. The varied regulatory frameworks across Europe necessitate a nuanced approach for developers and investors to successfully navigate the market dynamics in each specific country. Further growth will be influenced by demographic shifts, technological advancements, and evolving consumer preferences concerning sustainable and smart living environments.
This comprehensive report provides an in-depth analysis of the European residential real estate market, covering the period from 2019 to 2033. With a base year of 2025 and an estimated year of 2025, this report offers valuable insights into market trends, key players, and future growth opportunities within the European residential real estate sector. It includes detailed analysis of condominiums, apartments, villas, and landed houses across major markets like Germany, the United Kingdom, France, and the rest of Europe. This report is crucial for investors, developers, policymakers, and anyone seeking to understand this dynamic and rapidly evolving market.
Keywords: European residential real estate market, real estate market trends Europe, European property market, residential real estate investment Europe, Germany real estate market, UK property market, France real estate market, European real estate forecast, real estate market analysis Europe, PropTech Europe Recent developments include: November 2023: DoorFeed, a Proptech company, raised EUR 12 million (USD 13.24 million) in seed funding, led by Motive Ventures and Stride and supported by renowned investors, including Seedcamp. Founded by veteran proptech entrepreneur and ex-Uber employee James Kirimi, DoorFeed aims to be the first choice for institutional investors seeking to invest in residential real estate. The company is looking to expand its footprint across Europe, with a focus on Spain, Germany, and the United Kingdom., October 2023: H.I.G, a global alternative investment firm with over USD 59 billion in assets under management, invested in the real estate development company, The Grounds Real Estate Development AG (“the Transaction”), which is listed on the alternative stock exchange. The proceeds of the transaction are expected to be utilized to fund the capital expenditures of the current projects of The Grounds. The Grounds, based in Berlin, specializes in the acquisition and development of German residential properties located in large metropolitan areas. In the transaction, the major shareholders of The Grounds, which currently hold 73% of the company’s shares, have agreed to grant H. I.G. the right to share in future rights issues.. Key drivers for this market are: Increasing Developments in the Residential Segment, Investments in the Senior Living Units. Potential restraints include: Limited Availability of Land Hindering the Market. Notable trends are: Student Housing to Gain Traction.
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License information was derived automatically
Housing Index in the United Kingdom decreased to 511.60 points in June from 511.80 points in May of 2025. This dataset provides - United Kingdom House Price Index - actual values, historical data, forecast, chart, statistics, economic calendar and news.
This statistic shows the annual number of residential property transactions on the London real estate market (UK) from 2005 to 2014. The revised data for 2013 showed approximately 145 thousand residential property transactions on the London market. That number increased by approximately 10 thousand, according to the provisional data for 2014.
The house price index in London reached 129.9 index points in June 2024, which was an increase from a year ago, despite a mild correction. The house price index (HPI) is an easy way of illustrating trends in the house sales market and help simplify house purchase decisions. By using hedonic regression, the index models property price data for all dwellings and shows how much the price has changed since January 2015. How have regional house prices in the UK developed? House prices in other UK regions have risen even more than in London. In the North West, the house price index exceeded 160 index points, ranking it among the regions with the highest property appreciation. The UK house price index stood at 151 index points, suggesting an increase of 51 percent since 2015. Average house prices Location plays a huge role in the price of a home. Kensington and Chelsea and City of Westminster are undoubtedly the most expensive boroughs in London, with an average house price that can exceed one million British pounds. In comparison, a house in Barking and Dagenham cost approximately one third. Nevertheless, the housing market is the busiest in the boroughs with average house prices.
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The UK office real estate market, valued at approximately £X million in 2025 (estimated based on provided CAGR and market size), is experiencing robust growth, projected to maintain a Compound Annual Growth Rate (CAGR) exceeding 6% through 2033. Key drivers include a recovering economy, increasing demand from technology and financial sectors, and ongoing investment in infrastructure projects across major cities like London, Birmingham, and Manchester. The rise of flexible workspaces and a focus on sustainable building practices are significant trends shaping the market. However, challenges remain, such as Brexit's lingering effects on international investment and the potential for increased vacancy rates in certain submarkets due to shifting workplace strategies. The sector is highly competitive, with major players like JLL, Knight Frank, CBRE, and others vying for market share. London continues to dominate, but other major cities are witnessing increased activity, fueled by regional economic growth and government initiatives to decentralize business activity. The long-term outlook remains positive, with continued growth anticipated, although the pace might fluctuate depending on macroeconomic conditions and evolving tenant demands. This dynamic market is segmented geographically, with London, Birmingham, and Manchester representing significant hubs. The concentration of businesses in these cities, combined with their robust infrastructure and accessibility, contributes to their strong performance. While the "Other Cities" segment exhibits considerable growth potential, its overall contribution currently remains smaller than the major metropolitan areas. The competitive landscape is defined by large multinational firms and regional players who engage in both development and brokerage activities, reflecting the market’s complexities and opportunities. This competitive intensity drives innovation and necessitates continuous adaptation to shifts in demand and technology. The ongoing evolution of workspace design, encompassing sustainable practices and flexible arrangements, further shapes the market's trajectory. Recent developments include: April 2022: Taking the opportunity to rethink its workplace approach throughout the pandemic, Avison Young used its London Gresham Street office to create two pilot spaces-one transformed and one legacy floor that remained unaltered-to compare the effect of different layouts and amenities. While employees in Avison Young's London office were already working in an agile way before the disruption of COVID-19, the newly configured floor underwent a transformation to an activity-based model., January 2022: IWG, the world's leading provider of workspace, is introducing electric vehicle (EV) chargers across a number of its locations in the United Kingdom to help the nation's hybrid workforce operate more sustainably. IWG is installing EV charging points at a number of its office locations in the United Kingdom to support members' sustainable choices.. Notable trends are: Declining Vacancy Rates and Increasing Rents of Office Spaces in London.
Update 29-04-2020: The data is now split into two files based on the variable collection frequency (monthly and yearly). Additional variables added: area size in hectares, number of jobs in the area, number of people living in the area.
I have been inspired by Xavier and his work on Barcelona to explore the city of London! 🇬🇧 💂
The datasets is primarily centered around the housing market of London. However, it contains a lot of additional relevant data: - Monthly average house prices - Yearly number of houses - Yearly number of houses sold - Yearly percentage of households that recycle - Yearly life satisfaction - Yearly median salary of the residents of the area - Yearly mean salary of the residents of the area - Monthly number of crimes committed - Yearly number of jobs - Yearly number of people living in the area - Area size in hectares
The data is split by areas of London called boroughs (a flag exists to identify these), but some of the variables have other geographical UK regions for reference (like England, North East, etc.). There have been no changes made to the data except for melting it into a long format from the original tables.
The data has been extracted from London Datastore. It is released under UK Open Government License v2 and v3. The underlining datasets can be found here: https://data.london.gov.uk/dataset/uk-house-price-index https://data.london.gov.uk/dataset/number-and-density-of-dwellings-by-borough https://data.london.gov.uk/dataset/subjective-personal-well-being-borough https://data.london.gov.uk/dataset/household-waste-recycling-rates-borough https://data.london.gov.uk/dataset/earnings-place-residence-borough https://data.london.gov.uk/dataset/recorded_crime_summary https://data.london.gov.uk/dataset/jobs-and-job-density-borough https://data.london.gov.uk/dataset/ons-mid-year-population-estimates-custom-age-tables
Cover photo by Frans Ruiter from Unsplash
The dataset lends itself for extensive exploratory data analysis. It could also be a great supervised learning regression problem to predict house price changes of different boroughs over time.